Tim Harford: Trial, error and the God complex

342,058 views ・ 2011-07-15

TED


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翻译人员: Jenny Yang 校对人员: Felix Chen
00:15
It's the Second World War.
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这是二战期间,
00:17
A German prison camp.
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一个德国集中营,
00:20
And this man,
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这个人,
00:23
Archie Cochrane,
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阿奇·卡克伦,
00:26
is a prisoner of war and a doctor,
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是战俘也是一名医生,
00:29
and he has a problem.
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他遇到了一个问题,
00:32
The problem is that the men under his care
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这个问题是他看护的人们
00:35
are suffering
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正在承受
00:37
from an excruciating and debilitating condition
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病痛和衰弱的煎熬。
00:40
that Archie doesn't really understand.
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阿奇不明白是怎么回事。
00:43
The symptoms
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这种症状是
00:45
are this horrible swelling up of fluids under the skin.
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皮肤下面有可怕水肿。
00:48
But he doesn't know whether it's an infection, whether it's to do with malnutrition.
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他不知道这是一种感染,还是营养不良造成的。
00:51
He doesn't know how to cure it.
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他不知道怎样提供治疗。
00:53
And he's operating in a hostile environment.
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他是在一个充满敌意的环境里工作。
00:56
And people do terrible things in wars.
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而人们常常在战争期间做可怕的事情。
00:58
The German camp guards, they've got bored.
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德国集中营的守卫无聊的时候。
01:01
They've taken to just firing into the prison camp at random
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他们会对着集中营随意扫射
01:03
for fun.
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来寻开心。
01:05
On one particular occasion,
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特别是有一次,
01:07
one of the guards threw a grenade into the prisoners' lavatory
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一个守卫朝犯人的厕所里扔了枚手榴弹,
01:10
while it was full of prisoners.
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里面满是犯人。
01:13
He said he heard suspicious laughter.
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他说他听到了可疑的笑声。
01:15
And Archie Cochrane, as the camp doctor,
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而阿奇·卡克伦,作为集中营的医生,
01:18
was one of the first men in
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是第一个进去
01:20
to clear up the mess.
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处理惨状的人。
01:22
And one more thing:
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另外,
01:24
Archie was suffering from this illness himself.
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阿奇自己也受着这个疾病的困扰,
01:27
So the situation seemed pretty desperate.
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所以情况是非常危急。
01:30
But Archie Cochrane
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但是阿奇·卡克伦
01:32
was a resourceful person.
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是一个足智多谋的人。
01:35
He'd already smuggled vitamin C into the camp,
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他已经将维生素C带到了集中营,
01:38
and now he managed
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现在他又想办法
01:40
to get hold of supplies of marmite
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从黑市上弄到了
01:42
on the black market.
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一些马麦。
01:44
Now some of you will be wondering what marmite is.
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你们中的一些人也许会问马麦是什么,
01:47
Marmite is a breakfast spread beloved of the British.
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马麦英国人热爱的早餐面包酱,
01:50
It looks like crude oil.
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它看上去象天然油。
01:52
It tastes ...
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味道
01:54
zesty.
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很浓
01:56
And importantly,
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更重要的是,
01:58
it's a rich source
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它含有丰富的
02:00
of vitamin B12.
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维他命B12。
02:02
So Archie splits the men under his care as best he can
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所以阿奇就把他的病人平分
02:05
into two equal groups.
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成两组人。
02:07
He gives half of them vitamin C.
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他给其中的一半维他命C。
02:09
He gives half of them vitamin B12.
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他给另一半维他命B12。
02:12
He very carefully and meticulously notes his results
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他非常小心谨慎把他的结果
02:15
in an exercise book.
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记录在一个练习簿上。
02:17
And after just a few days,
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几天以后
02:19
it becomes clear
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结果显然表明
02:21
that whatever is causing this illness,
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不管是病因是什么
02:24
marmite is the cure.
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马麦能帮助治愈这个病。
02:27
So Cochrane then goes to the Germans who are running the prison camp.
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所以卡克伦跑去跟管理集中营的德国人说。
02:30
Now you've got to imagine at the moment --
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你想象一下那一刻,
02:32
forget this photo, imagine this guy
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别看这张照片, 你想象一下这个家伙
02:34
with this long ginger beard and this shock of red hair.
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一下巴淡黄色大胡子,一头刺眼的红发
02:37
He hasn't been able to shave -- a sort of Billy Connolly figure.
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他好久没有修面,有点象比利·康诺利那个样子
02:40
Cochrane, he starts ranting at these Germans
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卡克伦开始数落那些德国人,
02:42
in this Scottish accent --
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带着苏格兰口音,
02:44
in fluent German, by the way, but in a Scottish accent --
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其实他讲着一口流利的德语,只是带点苏格兰口音
02:47
and explains to them how German culture was the culture
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他对他们说他无法理解
02:50
that gave Schiller and Goethe to the world.
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能够为世界带来席勒和歌德的
02:52
And he can't understand
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德国文化怎么可以容忍
02:54
how this barbarism can be tolerated,
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如此的野蛮。
02:56
and he vents his frustrations.
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他发了一通牢骚
02:59
And then he goes back to his quarters,
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然后就回到了他的住处,
03:02
breaks down and weeps
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倒头哭泣
03:05
because he's convinced that the situation is hopeless.
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因为他认为这个状况无可救药。
03:10
But a young German doctor
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但是另一个年轻的德国医生
03:13
picks up Archie Cochrane's exercise book
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拿起了阿奇·卡克伦的练习簿
03:16
and says to his colleagues,
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对他的同僚说
03:20
"This evidence is incontrovertible.
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"这个证据是不用质疑的
03:25
If we don't supply vitamins to the prisoners,
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“如果我们不给犯人提供维生素
03:28
it's a war crime."
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这是战争犯罪”。
03:30
And the next morning,
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第二天早上,
03:32
supplies of vitamin B12 are delivered to the camp,
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含维他命B12的物资被送到了集中营,
03:35
and the prisoners begin to recover.
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犯人开始恢复。
03:39
Now I'm not telling you this story
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我现在跟你们讲这个故事,
03:41
because I think Archie Cochrane is a dude,
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不是因为我认为阿奇·卡克伦是个人物,
03:43
although Archie Cochrane is a dude.
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虽然阿奇·卡克伦本来就是个人物。
03:47
I'm not even telling you the story
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我跟你说这个故事也不是
03:49
because I think we should be running
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因为我认为我们应该更小心地
03:51
more carefully controlled randomized trials
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随机抽样试验。
03:53
in all aspects of public policy,
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在公共政策的各个方面
03:55
although I think that would also be completely awesome.
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虽然我觉得这样做完全会很好。
03:59
I'm telling you this story
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我告诉你这个故事
04:01
because Archie Cochrane, all his life,
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是因为阿奇·卡克伦的一生,
04:04
fought against a terrible affliction,
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都在与一种可怕的痛苦做斗争。
04:08
and he realized it was debilitating to individuals
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而且他认识到这是一种削弱个人
04:12
and it was corrosive to societies.
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和腐蚀社会的东西。
04:14
And he had a name for it.
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他为它取了个名字,
04:16
He called it the God complex.
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他把它称为:万能神力(自以为有能力解决复杂问题的本事)
04:19
Now I can describe the symptoms of the God complex very, very easily.
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现在我可以来描述万能神力的症状
04:23
So the symptoms of the complex
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它的症状是:
04:26
are, no matter how complicated the problem,
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无论问题多么复杂
04:29
you have an absolutely overwhelming belief
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你还是绝对彻底相信
04:32
that you are infallibly right in your solution.
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你的解决方案是准确无误的
04:36
Now Archie was a doctor,
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阿奇是个医生
04:38
so he hung around with doctors a lot.
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他一直和医生们在一起
04:40
And doctors suffer from the God complex a lot.
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医生就常常患有这种毛病
04:43
Now I'm an economist, I'm not a doctor,
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我是个经济学家, 我不是医生
04:45
but I see the God complex around me all the time
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我在我周围也一直看到这种“万能神力”的症状
04:47
in my fellow economists.
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出现在我的经济学家伙伴中
04:49
I see it in our business leaders.
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我看见它存在于我们的商业领袖身上
04:51
I see it in the politicians we vote for --
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我们看见它存在于我们推选的政客身上。
04:53
people who, in the face of an incredibly complicated world,
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这些人面对这及其复杂的世界
04:57
are nevertheless absolutely convinced
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仍然绝对坚信
05:00
that they understand the way that the world works.
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他们知道这个世界是怎样运作的
05:03
And you know, with the future billions that we've been hearing about,
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而你们知道,我们在这里听到的未来的数十亿人的种种
05:06
the world is simply far too complex
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用那种方法来理解这个复杂
05:08
to understand in that way.
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的世界显然是太简单化了
05:10
Well let me give you an example.
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让我来给你们一个例子
05:12
Imagine for a moment
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你们想象一下
05:14
that, instead of Tim Harford in front of you,
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现在如果站在你们面前的不是我
05:16
there was Hans Rosling presenting his graphs.
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而是汉斯·罗斯林在展示他的图表
05:19
You know Hans:
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你们知道汉斯:
05:21
the Mick Jagger of TED.
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TED的米克·贾格尔
05:23
(Laughter)
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(笑声)
05:25
And he'd be showing you these amazing statistics,
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他给你们展示了这些神奇的数据
05:27
these amazing animations.
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神奇的动画
05:29
And they are brilliant; it's wonderful work.
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它们很出色,很棒的研究结果
05:31
But a typical Hans Rosling graph:
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但是汉斯的图表:
05:33
think for a moment, not what it shows,
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想一下,不是那些已经展示的
05:36
but think instead about what it leaves out.
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而是想一下那些没有被展示的。
05:39
So it'll show you GDP per capita,
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是,里面包括了人均国内生产总值
05:42
population, longevity,
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人口,寿命
05:44
that's about it.
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就这些
05:46
So three pieces of data for each country --
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每个国家三个数据
05:48
three pieces of data.
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三个数据
05:50
Three pieces of data is nothing.
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三个数据什么都不是
05:52
I mean, have a look at this graph.
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我是说,请看一下这张图
05:54
This is produced by the physicist Cesar Hidalgo.
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这张图是物理学家塞萨尔·伊达尔戈制作的
05:56
He's at MIT.
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他在麻省理工工作
05:58
Now you won't be able to understand a word of it,
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你一个字也不懂
06:00
but this is what it looks like.
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但是它看上去是这个样子的
06:02
Cesar has trolled the database
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塞萨尔用数据库搜索
06:04
of over 5,000 different products,
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5000个不同的产品,
06:07
and he's used techniques of network analysis
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他用网络分析的技术
06:12
to interrogate this database
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提取分析数据
06:14
and to graph relationships between the different products.
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并用图表来表示不同产品间的关系
06:16
And it's wonderful, wonderful work.
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那是非常非常好的工作
06:18
You show all these interconnections, all these interrelations.
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展示了所有这些互相的关系和链接
06:21
And I think it'll be profoundly useful
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我想这些对理解经济怎样增长
06:23
in understanding how it is that economies grow.
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是极其有用的
06:26
Brilliant work.
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是杰作
06:28
Cesar and I tried to write a piece for The New York Times Magazine
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塞萨尔和我试着想要给纽约时代杂志
06:30
explaining how this works.
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写一篇稿子描述这个工作
06:32
And what we learned
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我们发现
06:34
is Cesar's work is far too good to explain
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塞萨尔的研究成果远不是一篇
06:36
in The New York Times Magazine.
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纽约时代杂志的文章可以描述得清楚的
06:40
Five thousand products --
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5000个产品
06:43
that's still nothing.
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这还没什么
06:45
Five thousand products --
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5000个产品
06:47
imagine counting every product category
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想象我们来数塞萨尔·伊达尔戈数据
06:49
in Cesar Hidalgo's data.
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中的每个产品的目录
06:51
Imagine you had one second
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想象你每一秒钟
06:53
per product category.
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听到一个产品种类的名字
06:55
In about the length of this session,
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大约用这段会议的时间
06:58
you would have counted all 5,000.
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你可以数完5000个产品
07:00
Now imagine doing the same thing
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现在你再想象去数各种
07:02
for every different type of product on sale in Walmart.
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不同的在沃尔玛销售的产品
07:05
There are 100,000 there. It would take you all day.
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那有10万种, 那大概需要一天才能数完
07:08
Now imagine trying to count
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现在你想象去数
07:10
every different specific product and service
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在主要经济体中销售的
07:13
on sale in a major economy
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每种不同的特殊产品和服务
07:15
such as Tokyo, London or New York.
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比如,东京, 伦敦,或者纽约
07:17
It's even more difficult in Edinburgh
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在爱丁堡就更难了
07:19
because you have to count all the whisky and the tartan.
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因为你得数所有的威士忌和格子呢绒
07:22
If you wanted to count every product and service
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如果你要数在纽约提供的
07:24
on offer in New York --
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产品和服务
07:26
there are 10 billion of them --
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那就有100亿种
07:28
it would take you 317 years.
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你得数317年
07:31
This is how complex the economy we've created is.
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这就是我们创造的复杂的经济体
07:34
And I'm just counting toasters here.
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而我这只是在这里数烤面包机而已
07:36
I'm not trying to solve the Middle East problem.
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我没想去解决中东问题
07:39
The complexity here is unbelievable.
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所以问题的复杂性是不可思议的
07:42
And just a piece of context --
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我再提供一个背景数据
07:44
the societies in which our brains evolved
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我们大脑演变的社会
07:46
had about 300 products and services.
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具有300多种产品和服务
07:48
You could count them in five minutes.
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你可以在5分钟里数完他们
07:51
So this is the complexity of the world that surrounds us.
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所以这就是我们所处的环境的复杂性
07:54
This perhaps is why
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这也许也是为什么
07:56
we find the God complex so tempting.
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我们发现“万能神力”很有吸引力
07:59
We tend to retreat and say, "We can draw a picture,
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我们喜欢退一步说:“我们可以来画一个图,
08:02
we can post some graphs,
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我们可以贴一些图表,
08:04
we get it, we understand how this works."
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我们知道这是怎么运作的。”
08:07
And we don't.
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但是我们不知道
08:09
We never do.
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我们从来都不知道。
08:11
Now I'm not trying to deliver a nihilistic message here.
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我不是要在这里传递一个虚无主义的信息
08:13
I'm not trying to say we can't solve
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我不是想说我们不能在
08:15
complicated problems in a complicated world.
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复杂的世界里解决复杂的问题
08:17
We clearly can.
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我们显然是可以的
08:19
But the way we solve them
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但是我们需要用一种
08:21
is with humility --
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谦逊的态度来解决问题
08:23
to abandon the God complex
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要抛弃“万能神力”的态度
08:25
and to actually use a problem-solving technique that works.
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而是用一个实际可行的解决问题的手法。
08:28
And we have a problem-solving technique that works.
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我们有一个实际可行的解决问题的手法
08:31
Now you show me
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你给我举一个
08:33
a successful complex system,
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成功的复杂系统
08:35
and I will show you a system
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我就能显示给你看
08:38
that has evolved through trial and error.
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这个系统是如何在试验和排除错误中不断演进的。
08:40
Here's an example.
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这里有一个例子
08:42
This baby was produced through trial and error.
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这个孩子是通过试验和排除错误而产生的
08:46
I realize that's an ambiguous statement.
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我知道这是一个模糊的说法
08:49
Maybe I should clarify it.
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也许我应该澄清
08:51
This baby is a human body: it evolved.
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这个孩子是人类的身体:它进化了。
08:54
What is evolution?
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什么是进化?
08:56
Over millions of years, variation and selection,
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经历了几百万年的变种和选择
08:59
variation and selection --
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变种和选择
09:02
trial and error,
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试验和排除错误
09:04
trial and error.
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试验和排除错误
09:07
And it's not just biological systems
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这不只是生物系统
09:09
that produce miracles through trial and error.
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在试验和排除错误中缔造神奇
09:11
You could use it in an industrial context.
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你可以把它用于产业环境中
09:13
So let's say you wanted to make detergent.
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比如你要生产清洁剂
09:15
Let's say you're Unilever
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你是联合利华
09:17
and you want to make detergent in a factory near Liverpool.
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你要在利物浦旁边的一家工厂生产清洁剂
09:20
How do you do it?
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你怎么做呢?
09:22
Well you have this great big tank full of liquid detergent.
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你有这么一大池子的液体清洁剂
09:25
You pump it at a high pressure through a nozzle.
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你用高压将它压过一个喷嘴
09:27
You create a spray of detergent.
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你制造了清洁剂喷雾
09:30
Then the spray dries. It turns into powder.
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喷雾干燥后就成了粉末
09:32
It falls to the floor.
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掉在地板上,
09:34
You scoop it up. You put it in cardboard boxes.
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你将它铲起,放入一个纸板盒子里。
09:36
You sell it at a supermarket.
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你到超市去卖,
09:38
You make lots of money.
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你可以赚好多钱。
09:40
How do you design that nozzle?
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你怎么设计喷嘴
09:43
It turns out to be very important.
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结果这个很重要
09:46
Now if you ascribe to the God complex,
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如果你倾向于用万能神力来解决这个问题
09:48
what you do is you find yourself a little God.
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你会觉得自己是个小上帝
09:51
You find yourself a mathematician; you find yourself a physicist --
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你会发现自己是个数学家,物理学家
09:54
somebody who understands the dynamics of this fluid.
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是一个懂得液体动态的专家
09:57
And he will, or she will,
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他或者她会
10:00
calculate the optimal design of the nozzle.
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计算管口的最佳设计方案
10:03
Now Unilever did this and it didn't work --
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联合利华这么做了,但是失败了
10:05
too complicated.
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太复杂了
10:07
Even this problem, too complicated.
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即使是这样的问题,也太复杂了
10:10
But the geneticist Professor Steve Jones
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但是遗传学家史蒂文琼斯教授
10:13
describes how Unilever actually did solve this problem --
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讲述了联合利华其实是怎样解决这个问题的
10:16
trial and error,
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试验和失败
10:18
variation and selection.
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改变和选择
10:20
You take a nozzle
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你拿一个管口
10:22
and you create 10 random variations on the nozzle.
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你随机地做出10个不同的管口
10:26
You try out all 10; you keep the one that works best.
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你测试这10个管口,你把最好的那个保留下来
10:29
You create 10 variations on that one.
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你再拿这个做基础再做10个不同的管口
10:31
You try out all 10. You keep the one that works best.
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你测试这10个,你把最好的保留下来
10:34
You try out 10 variations on that one.
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你再这个基础上测试10个
10:36
You see how this works, right?
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你知道这是怎么做出来的了吧?
10:38
And after 45 generations,
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经过45轮测试后
10:40
you have this incredible nozzle.
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你们就得到了这个很好的喷嘴管口
10:42
It looks a bit like a chess piece --
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这个看上去有点象国际象棋棋子
10:44
functions absolutely brilliantly.
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工作起来绝对高效
10:47
We have no idea
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我们不知道
10:49
why it works,
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为什么它那么高效
10:51
no idea at all.
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根本不知道
10:53
And the moment you step back from the God complex --
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当你不再认为自己有万能神力
10:55
let's just try to have a bunch of stuff;
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而是开始尝试一些东西
10:57
let's have a systematic way of determining what's working and what's not --
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用一个系统的办法来决定什么办法行什么办法不行
11:00
you can solve your problem.
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你就能解决你的问题
11:02
Now this process of trial and error
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这个过程就是试验和排除错误的过程
11:04
is actually far more common in successful institutions
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事实上这是成功机构的一个很大的共性
11:07
than we care to recognize.
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只是我们认识得很不够
11:09
And we've heard a lot about how economies function.
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我们听过很多经济是如何运作的言论
11:12
The U.S. economy is still the world's greatest economy.
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美国的经济仍然是世界上最好的经济体
11:16
How did it become the world's greatest economy?
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它怎么变成世界上最好的经济体的呢?
11:19
I could give you all kinds of facts and figures
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我可以给你很多事实和数字
11:21
about the U.S. economy,
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关于美国经济的
11:23
but I think the most salient one is this:
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但是我想最突出的是这点:
11:26
ten percent of American businesses
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每年10%的美国企业
11:29
disappear every year.
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会消失
11:32
That is a huge failure rate.
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这是很高的失败率
11:35
It's far higher than the failure rate of, say, Americans.
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这个失败率比美国人的失败率要高
11:37
Ten percent of Americans don't disappear every year.
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美国人并没有以10%的比率每年消失
11:40
Which leads us to conclude
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所以我们可以总结说
11:42
American businesses fail faster than Americans,
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美国企业比美国人消失得更快
11:45
and therefore American businesses are evolving faster than Americans.
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因此美国企业比美国人进化得要快
11:48
And eventually, they'll have evolved to such a high peak of perfection
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而最终, 他们进化到了完美的顶端
11:51
that they will make us all their pets --
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他们会把我们都变成他们的宠物
11:54
(Laughter)
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(笑声)
11:56
if, of course, they haven't already done so.
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如果,他们还没有这么做的话
11:59
I sometimes wonder.
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我有时会想
12:02
But it's this process of trial and error
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但是试验和排除错误的过程
12:04
that explains this great divergence,
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解释了这巨大的差异
12:08
this incredible performance of Western economies.
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西方经济的出色的表现。
12:11
It didn't come because you put some incredibly smart person in charge.
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它的发生不是因为你让一些特别聪明的人掌管了一切
12:14
It's come through trial and error.
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它是从试试验和排除错误中得来的
12:16
Now I've been sort of banging on about this
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在过去的几个月里, 我反复
12:18
for the last couple of months,
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在讨论这个问题
12:20
and people sometimes say to me,
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有人有时跟我说
12:22
"Well Tim, it's kind of obvious.
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“提姆,这不是很显然么
12:24
Obviously trial and error is very important.
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很显然试验和排除错误很重要
12:26
Obviously experimentation is very important.
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很显然尝试很重要
12:28
Now why are you just wandering around saying this obvious thing?"
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你为什么到处讲这个显然的事情呢?”
12:31
So I say, okay, fine.
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所以我说,好啊
12:33
You think it's obvious?
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你认为这个很显然是吗?
12:35
I will admit it's obvious
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我也会承认这个很显然
12:37
when schools
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当学校
12:39
start teaching children
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开始告诉孩子们
12:42
that there are some problems that don't have a correct answer.
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有时问题不总是有正确答案的时候
12:45
Stop giving them lists of questions
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不再给他们一系列问题
12:48
every single one of which has an answer.
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每个问题都有一个答案
12:50
And there's an authority figure in the corner
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而老师的桌子背后的角落里总是站着
12:52
behind the teacher's desk who knows all the answers.
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一个知道所有答案的权威
12:54
And if you can't find the answers,
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如果你找不到答案
12:56
you must be lazy or stupid.
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你不是懒惰就是愚蠢
12:58
When schools stop doing that all the time,
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当学习停止这么做时
13:00
I will admit that, yes,
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我愿意承认
13:02
it's obvious that trial and error is a good thing.
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试验和排除错误显然是好事
13:04
When a politician stands up
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当政客们站出来
13:07
campaigning for elected office
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竞选公职时
13:09
and says, "I want to fix our health system.
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他们说:“我想治理我们的健康系统
13:11
I want to fix our education system.
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我想治理我们的教育体系
13:13
I have no idea how to do it.
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我还不知道怎么做
13:16
I have half a dozen ideas.
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但是我又很多想法
13:18
We're going to test them out. They'll probably all fail.
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我们会测试这些想法, 我们可能失败
13:21
Then we'll test some other ideas out.
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然后我们会再测试其他想法
13:23
We'll find some that work. We'll build on those.
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我们会发现有些有效的办法,然后在那个基础上继续建设
13:25
We'll get rid of the ones that don't." --
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我们会抛弃那些无效的做法。“
13:27
when a politician campaigns on that platform,
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当政治家在那样的平台上竞选
13:30
and more importantly, when voters like you and me
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更重要的是,象你我这样的选举人
13:33
are willing to vote for that kind of politician,
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愿意投票给这样的政治家
13:35
then I will admit
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那我就承认
13:37
that it is obvious that trial and error works, and that -- thank you.
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测试和排除错误显然是有效的,而那时, 我会对你们说:谢谢
13:40
(Applause)
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(掌声)
13:44
Until then, until then
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直到那个时候, 直到那个时候
13:47
I'm going to keep banging on about trial and error
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我会继续讨论测试和排除错误这个话题
13:49
and why we should abandon the God complex.
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和为什么我们需要抛弃“万能神力”态度
13:52
Because it's so hard
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因为我们很难
13:55
to admit our own fallibility.
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我们自己是很容易犯错的
13:57
It's so uncomfortable.
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这令人感到很不舒服
13:59
And Archie Cochrane understood this as well as anybody.
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阿奇·卡克伦和其他人一样理解这一点
14:02
There's this one trial he ran
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这是他做的一个试验
14:04
many years after World War II.
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那时在二战很多年后
14:06
He wanted to test out
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他想要测试出
14:09
the question of, where is it
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病人心脏病发作后
14:11
that patients should recover
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应该在哪里
14:13
from heart attacks?
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康复
14:15
Should they recover in a specialized cardiac unit in hospital,
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他们是应该在医院的心脏科康复
14:18
or should they recover at home?
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还是在家康复
14:21
All the cardiac doctors tried to shut him down.
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所有心脏科医生都想要把他挡在门外
14:24
They had the God complex in spades.
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他们完全摆出拥有万能的神力的样子
14:27
They knew that their hospitals were the right place for patients,
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他们知道医院才是病人康复的地方
14:30
and they knew it was very unethical
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他们觉得做任何试验都是
14:32
to run any kind of trial or experiment.
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不道德的
14:35
Nevertheless, Archie managed to get permission to do this.
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无论如何,阿奇得到了试验的许可
14:37
He ran his trial.
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他进行了试验
14:39
And after the trial had been running for a little while,
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试验进行了一阵后
14:41
he gathered together all his colleagues
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他把他所有的同事召集起来
14:43
around his table,
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在他的桌子旁,
14:45
and he said, "Well, gentlemen,
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他说:“先生们,
14:47
we have some preliminary results.
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我们已经有了初步的结果。
14:49
They're not statistically significant.
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这些数据在统计学上并不可观
14:51
But we have something.
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但是我们有了些数据
14:54
And it turns out that you're right and I'm wrong.
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结果表明你们是正确的我是错的
14:57
It is dangerous for patients
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让心脏病人在家
14:59
to recover from heart attacks at home.
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康复是危险的
15:01
They should be in hospital."
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他们应该留在医院里。 ”
15:04
And there's this uproar, and all the doctors start pounding the table
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这引起了一片吵嚷, 医生们开始拍桌子
15:06
and saying, "We always said you were unethical, Archie.
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说:“我们一直说阿奇你这样做是不道德的”
15:09
You're killing people with your clinical trials. You need to shut it down now.
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你用你的临床试验在杀人,你应该现在就停止。
15:12
Shut it down at once."
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马上停止。“
15:14
And there's this huge hubbub.
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阿奇等这一阵大声的吵嚷
15:16
Archie lets it die down.
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安静下来后
15:18
And then he says, "Well that's very interesting, gentlemen,
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说:“先生们, 真是很有意思,
15:20
because when I gave you the table of results,
365
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因为当我给你们看结果的时候,
15:23
I swapped the two columns around.
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我互换了这两行资料
15:27
It turns out your hospitals are killing people,
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其实结果证明你们的医院在杀人,
15:29
and they should be at home.
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病人应该在家恢复。
15:31
Would you like to close down the trial now,
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你们还想让我停止试验呢
15:34
or should we wait until we have robust results?"
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还是希望等我们得到更确切的结果?”
15:38
Tumbleweed
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会议室如风滚草
15:40
rolls through the meeting room.
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卷过一般安静下来
15:43
But Cochrane would do that kind of thing.
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阿奇喜欢做这样的事情
15:46
And the reason he would do that kind of thing
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他喜欢这么做的原因是
15:48
is because he understood
375
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他知道
15:50
it feels so much better
376
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大家更喜欢
15:52
to stand there and say,
377
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站在那里说:
15:54
"Here in my own little world,
378
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“ 在我的小世界里,
15:56
I am a god, I understand everything.
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我是上帝, 我懂得一切
15:58
I do not want to have my opinions challenged.
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我不希望有人挑战我的观点。
16:00
I do not want to have my conclusions tested."
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我不需要有人来测试我的结论。”
16:03
It feels so much more comfortable
382
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简单地定下法则
16:05
simply to lay down the law.
383
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然人感到很自在。
16:08
Cochrane understood
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阿奇懂得
16:10
that uncertainty, that fallibility,
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他们对那种不肯定的, 易错的
16:12
that being challenged, they hurt.
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被挑战的感觉感到不爽
16:14
And you sometimes need to be shocked out of that.
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而有的时候我们需要把这种感觉震落掉
16:18
Now I'm not going to pretend that this is easy.
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我不想假装这是件容易的事情
16:21
It isn't easy.
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这并不容易
16:23
It's incredibly painful.
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它会是个痛苦的过程
16:25
And since I started talking about this subject
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当我开始谈论这个话题
16:27
and researching this subject,
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研究这个话题
16:29
I've been really haunted by something
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我脑海里一直环绕着
16:31
a Japanese mathematician said on the subject.
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一个日本数学家在这个话题上说的话
16:33
So shortly after the war,
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战争一结束
16:35
this young man, Yutaka Taniyama,
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这个年轻人,谷山丰
16:38
developed this amazing conjecture
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提出了惊人的推测
16:40
called the Taniyama-Shimura Conjecture.
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谷山-志村猜想
16:42
It turned out to be absolutely instrumental
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结果几十年后
16:45
many decades later
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为证明费马最后定理
16:47
in proving Fermat's Last Theorem.
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奠定了基础
16:49
In fact, it turns out it's equivalent
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事实,它和费马最后定理是
16:51
to proving Fermat's Last Theorem.
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同等的
16:53
You prove one, you prove the other.
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你证明了一个,就证明了另一个
16:57
But it was always a conjecture.
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但是它只是一个猜想
17:00
Taniyama tried and tried and tried
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谷山丰试了一遍又一遍
17:03
and he could never prove that it was true.
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但是他不能证明它是正确的
17:06
And shortly before his 30th birthday in 1958,
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1958年他刚刚过了30岁后
17:09
Yutaka Taniyama killed himself.
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谷山丰结束了自己的生命
17:13
His friend, Goro Shimura --
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他的朋友,志村五郎
17:15
who worked on the mathematics with him --
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和他一起研究数学
17:17
many decades later, reflected on Taniyama's life.
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几十年后回顾谷山丰的生平时
17:22
He said,
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他说
17:25
"He was not a very careful person
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“他不是一个很仔细的人
17:27
as a mathematician.
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作为一个数学家
17:29
He made a lot of mistakes.
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他犯了很多错误
17:32
But he made mistakes in a good direction.
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但是他能朝好的方向犯错
17:36
I tried to emulate him,
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我想效仿他
17:39
but I realized
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但是我发现
17:41
it is very difficult
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能朝好的方向犯错
17:43
to make good mistakes."
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很难。”
17:46
Thank you.
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谢谢
17:48
(Applause)
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(掌声)
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